To use Examinator, message this number: +1 (415) 523-8886
Send message: "Start"
If it doesn't work, send: "join whale-he" and then "Start" on WhatsApp.
Inspiration
Every year, millions of brilliant students underperform on crucial exams, not due to lack of intelligence, but due to lack of access. A bright student in rural Nigeria shouldn’t miss university because they couldn’t afford exam prep materials. A student in Kenya shouldn’t be held back because their internet access is limited or they can’t afford another app.
We realized the answer was already in their pocket: WhatsApp. Our goal was simple, use the world’s most familiar messaging app to deliver high-quality, AI-powered, exam-focused education.
What It Does
Examinator transforms WhatsApp into a personal exam prep tutor:
- Smart Practice: Practice real past questions (2015–2024) by topic or by year
- AI Tutoring: Ask any academic question and get real-time explanations
- Performance Tracking: Personalized insights and weak-area targeting
- Zero Barriers: No downloads, no signups — just chat
Currently supports JAMB, SAT, and NEET with more on the way.
How We Built It
We used Bolt to build and deploy Examinator during the World’s Largest Hackathon.
- Backend: FastAPI running on Bolt with Twilio WhatsApp integration
- Exam Logic: Structured past questions in JSON + dynamic routing
- LLM Core: Hybrid Groq + Gemini AI for accurate responses and explanations
- RAG System: Ensures every question comes from a verified past paper, not hallucinated AI
Bolt made it easy to prototype fast, test flexibly, and scale with confidence, even within a high-pressure 48-hour build window.
Challenges We Ran Into
- Balancing AI help with authentic exam accuracy (RAG > hallucination)
- Optimizing for low-bandwidth regions while keeping interactions snappy
- Designing a clean chat-based experience with no visual UI
- Building a complete, scalable, AI-driven product in less than 48 hours
Accomplishments We're Proud Of
- Live and Working: Real students tested and used Examinator during the hackathon
- Innovative Delivery: First WhatsApp-native exam prep bot with LLM + real question routing
- Zero-Barrier Access: No app, no login, just type "Start"
- Instant Scalability: Built on Bolt for deployment-ready scale
What We Learned
- Technology is most powerful when it meets users where they are
- Conversations can teach just as effectively as classrooms
- Simplicity beats complexity, especially in mobile-first education
- Real-world testing is more valuable than theoretical design
What’s Next for Examinator
Short-term:
- Expand support to GRE, GMAT, TOEFL, and other CBT exams
- Add voice features for accessibility
Long-term Vision:
- Scale to millions of students across Africa, Asia, and Latin America
- Partner with education ministries, NGOs, and schools
- Make world-class exam prep accessible to anyone with a smartphone and basic connectivity
Because the next Einstein might be in a remote village with only a basic smartphone, and that’s enough with Examinator.
Built with Bolt for the World’s Largest Hackathon
Built With
- agents
- ai
- boltnew
- fastapi
- illuminate-education
- llm
- python
- rag
- twilio





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